Problem Statement
Given two integers n and k, consider an alphabet consisting of the first k lowercase English letters.
We need to find the number of palindromic strings whose length is less than or equal to n, subject to the following conditions:
Every character must belong to the first
klowercase English letters.No character can appear more than twice.
Return the answer modulo
10^9 + 7.
Example 1
Input:
n = 3
k = 2
Output:
6The valid strings are:
a
b
aa
bb
aba
babTherefore, the answer is 6.
Example 2
Input:
n = 4
k = 3
Output:
18The valid strings are:
a
b
c
aa
bb
cc
aba
aca
bab
bcb
cac
cbc
abba
acca
baab
bccb
caac
cbbcTherefore, the answer is 18.
Important Observation
The most important part of this problem is understanding the structure of a palindrome.
A palindrome reads the same from left to right and right to left.
For example:
aba
abba
abcbaBecause every character can appear at most twice, a character used in a palindrome can generally appear:
Twice, as a mirrored pair.
Once, only when the palindrome has odd length, in the middle.
This allows us to divide the problem into two cases:
Even-length palindromes
Odd-length palindromes
Case 1: Even-Length Palindromes
Suppose the length is:
2 * mFor example:
abbaThe characters are:
a b b aHere, a appears twice and b appears twice.
Because no character can appear more than twice, all m characters in the first half must be different.
For example, with k = 3:
a bproduces:
abbaThe first half determines the second half.
If we choose:
a, bthe palindrome is:
abbaIf we choose:
a, cthe palindrome is:
accaTherefore, for an even-length palindrome of length 2m, we need to select and arrange m distinct characters from k characters.
This is a permutation.
The number of possibilities is:
P(k, m)or:
k * (k - 1) * (k - 2) * ... * (k - m + 1)Example
For:
k = 3
m = 2we have:
P(3, 2)
= 3 * 2
= 6The six palindromes are:
abba
acca
baab
bccb
caac
cbbcCase 2: Odd-Length Palindromes
Now consider a palindrome of length:
2 * m + 1For example:
abaThe structure is:
a b aThe middle character can occur only once.
The remaining m characters form pairs.
For example:
abcbahas the structure:
a b c b aHere:
aappears twicebappears twicecappears once
The middle character can be selected in k ways.
After selecting the middle character, we need to select and arrange m different characters from the remaining k - 1 characters.
Therefore:
Count = k * P(k - 1, m)Example of Odd-Length Calculation
Suppose:
n = 5
k = 3For length 3:
m = 1Formula:
k * P(k - 1, 1)
= 3 * 2
= 6The palindromes are:
aba
aca
bab
bcb
cac
cbcFor length 5:
m = 2Formula:
3 * P(2, 2)
= 3 * 2 * 1
= 6The palindromes are:
abcba
acbca
bacab
bcacb
cabac
cbabcCombining Both Cases
We need all palindromes whose length is at most n.
Therefore, we add:
Length 1
Length 2
Length 3
Length 4
...
Length nBut instead of calculating every palindrome explicitly, we use the formulas.
For even length:
2m
Count = P(k, m)For odd length:
2m + 1
Count = k * P(k - 1, m)Java Solution
class Solution {
static final long MOD = 1000000007L;
public int palindromicStrings(int n, int k) {
long ans = 0;
// Even length: 2 * len
// Count = P(k, len)
long perm = 1;
for (int len = 1; len <= k && 2 * len <= n; len++) {
perm = (perm * (k - len + 1)) % MOD;
ans = (ans + perm) % MOD;
}
// Odd length: 2 * len + 1
// Count = k * P(k - 1, len)
perm = 1;
for (int len = 0; len <= k - 1 && 2 * len + 1 <= n; len++) {
if (len > 0) {
perm = (perm * (k - len)) % MOD;
}
long count = (k * perm) % MOD;
ans = (ans + count) % MOD;
}
return (int) ans;
}
}Detailed Code Explanation
1. Modulo Value
static final long MOD = 1000000007L;The number of possible strings can become very large.
The problem asks us to return the answer modulo:
10^9 + 7So we perform modulo after every multiplication and addition.
2. Store the Answer
long ans = 0;ans stores the total number of valid palindromic strings.
We use long because multiplication can temporarily produce values larger than the range of int.
3. Calculate Even-Length Palindromes
long perm = 1;
for (int len = 1; len <= k && 2 * len <= n; len++) {
perm = (perm * (k - len + 1)) % MOD;
ans = (ans + perm) % MOD;
}Here:
2 * lenrepresents the palindrome length.
For example:
len = 1 → length 2
len = 2 → length 4
len = 3 → length 6The variable perm maintains:
P(k, len)Iteration Example
Suppose:
k = 4Initially:
perm = 1For len = 1:
perm = 1 * 4
= 4So:
P(4,1) = 4For len = 2:
perm = 4 * 3
= 12So:
P(4,2) = 12For len = 3:
perm = 12 * 2
= 24So:
P(4,3) = 24This avoids calculating factorials separately.
4. Calculate Odd-Length Palindromes
perm = 1;
for (int len = 0; len <= k - 1 && 2 * len + 1 <= n; len++) {Here:
2 * len + 1represents the odd palindrome length.
For example:
len = 0 → length 1
len = 1 → length 3
len = 2 → length 5
len = 3 → length 75. Calculate P(k - 1, len)
if (len > 0) {
perm = (perm * (k - len)) % MOD;
}For odd-length palindromes, one character is reserved for the middle.
Therefore, the remaining characters are selected from:
k - 1characters.
The required permutation is:
P(k - 1, len)The code calculates this incrementally.
For example, if:
k = 4then:
P(3, 0) = 1
P(3, 1) = 3
P(3, 2) = 6
P(3, 3) = 66. Select the Middle Character
long count = (k * perm) % MOD;There are k choices for the middle character.
Therefore:
Odd palindrome count
=
k * P(k - 1, len)For example:
k = 3
len = 1Then:
P(2,1) = 2Therefore:
count = 3 * 2
= 67. Add to the Answer
ans = (ans + count) % MOD;We add the number of palindromes of the current length to the total answer.
Dry Run
Consider:
n = 4
k = 3The alphabet is:
a, b, cLength 1
Odd case:
len = 0
count = 3 * P(2,0)
= 3 * 1
= 3Strings:
a
b
cTotal:
3Length 2
Even case:
len = 1
count = P(3,1)
= 3Strings:
aa
bb
ccTotal:
3 + 3 = 6Length 3
Odd case:
len = 1
count = 3 * P(2,1)
= 3 * 2
= 6Strings:
aba
aca
bab
bcb
cac
cbcTotal:
6 + 6 = 12Length 4
Even case:
len = 2
count = P(3,2)
= 3 * 2
= 6Strings:
abba
acca
baab
bccb
caac
cbbcTotal:
12 + 6 = 18Therefore:
Answer = 18Why We Do Not Need Dynamic Programming
Although the problem has a Dynamic Programming tag, the constraints and palindrome structure allow us to solve it directly using combinatorics.
The important fact is:
Once the first half of the palindrome is chosen, the second half is completely determined.
For example:
First half: abcThe complete palindrome is:
abccbaTherefore, we only need to count valid ways to construct the first half.
Because each character can occur at most twice, the characters in the first half must be distinct.
This converts the problem into a permutation-counting problem.
Why n <= 2 * k Matters
A palindrome of even length 2m needs m different characters.
Since there are only k available characters:
m <= kSimilarly, an odd palindrome of length 2m + 1 needs m paired characters plus one middle character.
The constraint:
n <= 2 * kensures that we never need more than k characters in the paired portion.
Complexity Analysis
The even-length loop runs at most k times.
The odd-length loop also runs at most k times.
Therefore:
Time Complexity: O(k)Only a few variables are used:
ans
perm
countTherefore:
Auxiliary Space: O(1)This is better than the expected:
Time: O(k²)
Space: O(k²)Final Formula
For every possible palindrome length:
Even length
For length:
2mthe number of palindromes is:
P(k, m)Odd length
For length:
2m + 1the number of palindromes is:
k × P(k - 1, m)Therefore, the complete answer is:
Σ P(k, m) for every 2m <= n
+
Σ k × P(k-1, m) for every 2m+1 <= nAll calculations are performed modulo:
1,000,000,007Key Takeaway
The trick is not to generate the strings.
Instead:
Divide the palindrome into even and odd lengths.
For an even palindrome, choose and arrange distinct characters for the first half.
For an odd palindrome, choose the middle character and then arrange distinct characters for the first half.
Use permutations instead of generating strings.
Calculate permutations incrementally to achieve
O(k)time andO(1)extra space.
This turns what looks like a string-generation problem into a simple combinatorial counting problem.

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